{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2013:ESU6OLSRK2NTG4ELEZYQXOTA64","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"9a7422a78cc4948519886d7b7de608fe0d06ec475d39be1b87a21ba94a10131e","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-10-25T23:01:52Z","title_canon_sha256":"f9f2750cc4a09b38bc17b09e3a30782bdb7f2b0c0dd1163ec132cf01d22dd763"},"schema_version":"1.0","source":{"id":"1310.7048","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1310.7048","created_at":"2026-05-18T03:08:46Z"},{"alias_kind":"arxiv_version","alias_value":"1310.7048v1","created_at":"2026-05-18T03:08:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1310.7048","created_at":"2026-05-18T03:08:46Z"},{"alias_kind":"pith_short_12","alias_value":"ESU6OLSRK2NT","created_at":"2026-05-18T12:27:43Z"},{"alias_kind":"pith_short_16","alias_value":"ESU6OLSRK2NTG4EL","created_at":"2026-05-18T12:27:43Z"},{"alias_kind":"pith_short_8","alias_value":"ESU6OLSR","created_at":"2026-05-18T12:27:43Z"}],"graph_snapshots":[{"event_id":"sha256:c232659b0db2e0dace0d815d4e17e62fd925703b13a86dd5b1b5cfa5ef93a1aa","target":"graph","created_at":"2026-05-18T03:08:46Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"paper":{"abstract_excerpt":"The support vector machine (SVM) is a widely used method for classification. Although many efforts have been devoted to develop efficient solvers, it remains challenging to apply SVM to large-scale problems. A nice property of SVM is that the non-support vectors have no effect on the resulting classifier. Motivated by this observation, we present fast and efficient screening rules to discard non-support vectors by analyzing the dual problem of SVM via variational inequalities (DVI). As a result, the number of data instances to be entered into the optimization can be substantially reduced. Some","authors_text":"Jieping Ye, Jie Wang, Peter Wonka","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-10-25T23:01:52Z","title":"Scaling SVM and Least Absolute Deviations via Exact Data Reduction"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1310.7048","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:65a2b030775acfd194340f9a6936f51bc5e17aae99fc9e38d56cccfcbdfac825","target":"record","created_at":"2026-05-18T03:08:46Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"9a7422a78cc4948519886d7b7de608fe0d06ec475d39be1b87a21ba94a10131e","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-10-25T23:01:52Z","title_canon_sha256":"f9f2750cc4a09b38bc17b09e3a30782bdb7f2b0c0dd1163ec132cf01d22dd763"},"schema_version":"1.0","source":{"id":"1310.7048","kind":"arxiv","version":1}},"canonical_sha256":"24a9e72e51569b33708b26710bba60f70e942999e28b7870a48f40d5c1bd2de5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"24a9e72e51569b33708b26710bba60f70e942999e28b7870a48f40d5c1bd2de5","first_computed_at":"2026-05-18T03:08:46.388557Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T03:08:46.388557Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"C3yruKhU7XtO6bWDMNh/B8afXwpMYkEEO5j49dNMp0aSD0W48I+deAM49zEkSmOg7sS7x8SKsnekVwK2TDUTDw==","signature_status":"signed_v1","signed_at":"2026-05-18T03:08:46.389173Z","signed_message":"canonical_sha256_bytes"},"source_id":"1310.7048","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:65a2b030775acfd194340f9a6936f51bc5e17aae99fc9e38d56cccfcbdfac825","sha256:c232659b0db2e0dace0d815d4e17e62fd925703b13a86dd5b1b5cfa5ef93a1aa"],"state_sha256":"b9d9149280832b6d62a96f93eac572ecc1bb632f7ec9ba1790a36ab9316b2031"}